Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	400277
Missing cells	2942109
Missing cells (%)	29.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	545.5 MiB
Average record size in memory	1.4 KiB

Variable types

Categorical	23
Numeric	2

Warnings

`object_description` has a high cardinality: 602 distinct values	High cardinality
`text_2` has a high cardinality: 301 distinct values	High cardinality
`subfund_description` has a high cardinality: 274 distinct values	High cardinality
`job_title_description` has a high cardinality: 3516 distinct values	High cardinality
`text_4` has a high cardinality: 244 distinct values	High cardinality
`sub_object_description` has a high cardinality: 182 distinct values	High cardinality
`location_description` has a high cardinality: 354 distinct values	High cardinality
`function_description` has a high cardinality: 687 distinct values	High cardinality
`facility_or_department` has a high cardinality: 179 distinct values	High cardinality
`position_extra` has a high cardinality: 580 distinct values	High cardinality
`program_description` has a high cardinality: 421 distinct values	High cardinality
`fund_description` has a high cardinality: 141 distinct values	High cardinality
`text_1` has a high cardinality: 1423 distinct values	High cardinality
`fte` is highly correlated with `total`	High correlation
`total` is highly correlated with `fte`	High correlation
`fte` is highly correlated with `total`	High correlation
`total` is highly correlated with `fte`	High correlation
`use` is highly correlated with `operating_status` and 7 other fields	High correlation
`pre_k` is highly correlated with `text_3` and 2 other fields	High correlation
`operating_status` is highly correlated with `use` and 7 other fields	High correlation
`text_3` is highly correlated with `use` and 7 other fields	High correlation
`position_type` is highly correlated with `use` and 6 other fields	High correlation
`reporting` is highly correlated with `use` and 7 other fields	High correlation
`object_type` is highly correlated with `use` and 8 other fields	High correlation
`function` is highly correlated with `use` and 7 other fields	High correlation
`student_type` is highly correlated with `use` and 8 other fields	High correlation
`sharing` is highly correlated with `use` and 7 other fields	High correlation
`use` is highly correlated with `operating_status` and 4 other fields	High correlation
`pre_k` is highly correlated with `text_3` and 1 other fields	High correlation
`operating_status` is highly correlated with `use` and 5 other fields	High correlation
`text_3` is highly correlated with `pre_k` and 2 other fields	High correlation
`position_type` is highly correlated with `use` and 3 other fields	High correlation
`reporting` is highly correlated with `use` and 7 other fields	High correlation
`object_type` is highly correlated with `operating_status` and 2 other fields	High correlation
`function` is highly correlated with `use` and 5 other fields	High correlation
`student_type` is highly correlated with `pre_k` and 1 other fields	High correlation
`sharing` is highly correlated with `use` and 4 other fields	High correlation
`object_description` has 24784 (6.2%) missing values	Missing
`text_2` has 312060 (78.0%) missing values	Missing
`subfund_description` has 93422 (23.3%) missing values	Missing
`job_title_description` has 107534 (26.9%) missing values	Missing
`text_3` has 291125 (72.7%) missing values	Missing
`text_4` has 346531 (86.6%) missing values	Missing
`sub_object_description` has 308674 (77.1%) missing values	Missing
`location_description` has 238223 (59.5%) missing values	Missing
`fte` has 274206 (68.5%) missing values	Missing
`function_description` has 58082 (14.5%) missing values	Missing
`facility_or_department` has 346391 (86.5%) missing values	Missing
`position_extra` has 135513 (33.9%) missing values	Missing
`total` has 4555 (1.1%) missing values	Missing
`program_description` has 95617 (23.9%) missing values	Missing
`fund_description` has 197400 (49.3%) missing values	Missing
`text_1` has 107992 (27.0%) missing values	Missing
`total` is highly skewed (γ1 = 100.3197995)	Skewed
`fte` has 31338 (7.8%) zeros	Zeros

Reproduction

Analysis started	2021-09-28 21:55:08.275695
Analysis finished	2021-09-28 21:56:09.670033
Duration	1 minute and 1.39 second
Software version	pandas-profiling v3.0.0
Download configuration	config.json

function
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.4 MiB

Teacher Compensation	86354
Substitute Compensation	62215
NO_LABEL	59579
Aides Compensation	19858
Instructional Materials & Supplies	19711
Other values (32)	152560

Length

Max length	47
Median length	20
Mean length	19.92992852
Min length	5

Characters and Unicode

Total characters	7977492
Distinct characters	45
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Teacher Compensation
2nd row	NO_LABEL
3rd row	Teacher Compensation
4th row	Substitute Compensation
5th row	Substitute Compensation

Common Values

Value	Count	Frequency (%)
Teacher Compensation	86354	21.6%
Substitute Compensation	62215	15.5%
NO_LABEL	59579	14.9%
Aides Compensation	19858	5.0%
Instructional Materials & Supplies	19711	4.9%
Facilities & Maintenance	19617	4.9%
Professional Development	19102	4.8%
Student Transportation	14371	3.6%
Food Services	14203	3.5%
School Administration	13055	3.3%
Other values (27)	72212	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
compensation	169196	19.4%
teacher	86354	9.9%
	82431	9.4%
substitute	62215	7.1%
no_label	59579	6.8%
development	26798	3.1%
services	23373	2.7%
aides	19858	2.3%
materials	19711	2.3%
instructional	19711	2.3%
Other values (58)	303609	34.8%

Most occurring characters

Value	Count	Frequency (%)
e	790630	9.9%
t	655988	8.2%
n	654098	8.2%
i	602223	7.5%
o	597031	7.5%
a	522072	6.5%
	472558	5.9%
s	452959	5.7%
r	297968	3.7%
p	271889	3.4%
Other values (35)	2660076	33.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6206204	77.8%
Uppercase Letter	1150038	14.4%
Space Separator	472558	5.9%
Other Punctuation	86953	1.1%
Connector Punctuation	59579	0.7%
Dash Punctuation	2160	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	790630	12.7%
t	655988	10.6%
n	654098	10.5%
i	602223	9.7%
o	597031	9.6%
a	522072	8.4%
s	452959	7.3%
r	297968	4.8%
p	271889	4.4%
m	264533	4.3%
Other values (12)	1096813	17.7%

Uppercase Letter

Value	Count	Frequency (%)
C	186837	16.2%
S	158227	13.8%
L	123797	10.8%
T	117475	10.2%
A	97494	8.5%
E	83643	7.3%
B	62197	5.4%
O	62151	5.4%
N	61382	5.3%
M	48253	4.2%
Other values (8)	148582	12.9%

Other Punctuation

Value	Count	Frequency (%)
&	82431	94.8%
,	4522	5.2%

Space Separator

Value	Count	Frequency (%)
	472558	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	59579	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2160	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7356242	92.2%
Common	621250	7.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	790630	10.7%
t	655988	8.9%
n	654098	8.9%
i	602223	8.2%
o	597031	8.1%
a	522072	7.1%
s	452959	6.2%
r	297968	4.1%
p	271889	3.7%
m	264533	3.6%
Other values (30)	2246851	30.5%

Common

Value	Count	Frequency (%)
	472558	76.1%
&	82431	13.3%
_	59579	9.6%
,	4522	0.7%
-	2160	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7977492	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	790630	9.9%
t	655988	8.2%
n	654098	8.2%
i	602223	7.5%
o	597031	7.5%
a	522072	6.5%
	472558	5.9%
s	452959	5.7%
r	297968	3.7%
p	271889	3.4%
Other values (35)	2660076	33.3%

use
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	25.6 MiB

Instruction	203608
NO_LABEL	78712
O&M	45868
ISPD	26118
Pupil Services & Enrichment	23779
Other values (3)	22192

Length

Max length	27
Median length	11
Mean length	10.05295083
Min length	3

Characters and Unicode

Total characters	4023965
Distinct characters	34
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Instruction
2nd row	NO_LABEL
3rd row	Instruction
4th row	Instruction
5th row	Instruction

Common Values

Value	Count	Frequency (%)
Instruction	203608	50.9%
NO_LABEL	78712	19.7%
O&M	45868	11.5%
ISPD	26118	6.5%
Pupil Services & Enrichment	23779	5.9%
Leadership	15715	3.9%
Business Services	6120	1.5%
Untracked Budget Set-Aside	357	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
instruction	203608	42.6%
no_label	78712	16.5%
o&m	45868	9.6%
services	29899	6.2%
ispd	26118	5.5%
pupil	23779	5.0%
	23779	5.0%
enrichment	23779	5.0%
leadership	15715	3.3%
business	6120	1.3%
Other values (3)	1071	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	461251	11.5%
t	432066	10.7%
i	303257	7.5%
r	273358	6.8%
s	267939	6.7%
c	257643	6.4%
u	233864	5.8%
I	229726	5.7%
o	203608	5.1%
L	173139	4.3%
Other values (24)	1188114	29.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2745558	68.2%
Uppercase Letter	1051520	26.1%
Connector Punctuation	78712	2.0%
Space Separator	78171	1.9%
Other Punctuation	69647	1.7%
Dash Punctuation	357	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	461251	16.8%
t	432066	15.7%
i	303257	11.0%
r	273358	10.0%
s	267939	9.8%
c	257643	9.4%
u	233864	8.5%
o	203608	7.4%
e	122555	4.5%
p	39494	1.4%
Other values (8)	150523	5.5%

Uppercase Letter

Value	Count	Frequency (%)
I	229726	21.8%
L	173139	16.5%
O	124580	11.8%
E	102491	9.7%
B	85189	8.1%
A	79069	7.5%
N	78712	7.5%
S	56374	5.4%
P	49897	4.7%
M	45868	4.4%
Other values (2)	26475	2.5%

Connector Punctuation

Value	Count	Frequency (%)
_	78712	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	69647	100.0%

Space Separator

Value	Count	Frequency (%)
	78171	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	357	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3797078	94.4%
Common	226887	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	461251	12.1%
t	432066	11.4%
i	303257	8.0%
r	273358	7.2%
s	267939	7.1%
c	257643	6.8%
u	233864	6.2%
I	229726	6.1%
o	203608	5.4%
L	173139	4.6%
Other values (20)	961227	25.3%

Common

Value	Count	Frequency (%)
_	78712	34.7%
	78171	34.5%
&	69647	30.7%
-	357	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4023965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	461251	11.5%
t	432066	10.7%
i	303257	7.5%
r	273358	6.8%
s	267939	6.7%
c	257643	6.4%
u	233864	5.8%
I	229726	5.7%
o	203608	5.1%
L	173139	4.3%
Other values (24)	1188114	29.5%

sharing
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.5 MiB

School Reported	254433
NO_LABEL	59376
Shared Services	42641
School on Central Budgets	26849
Leadership & Management	16978

Length

Max length	25
Median length	15
Mean length	14.97172458
Min length	8

Characters and Unicode

Total characters	5992837
Distinct characters	30
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	School Reported
2nd row	NO_LABEL
3rd row	School Reported
4th row	School Reported
5th row	School Reported

Common Values

Value	Count	Frequency (%)
School Reported	254433	63.6%
NO_LABEL	59376	14.8%
Shared Services	42641	10.7%
School on Central Budgets	26849	6.7%
Leadership & Management	16978	4.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
school	281282	34.6%
reported	254433	31.3%
no_label	59376	7.3%
shared	42641	5.3%
services	42641	5.3%
on	26849	3.3%
central	26849	3.3%
budgets	26849	3.3%
leadership	16978	2.1%
	16978	2.1%

Most occurring characters

Value	Count	Frequency (%)
o	843846	14.1%
e	758399	12.7%
	411577	6.9%
r	383542	6.4%
S	366564	6.1%
h	340901	5.7%
d	340901	5.7%
t	325109	5.4%
c	323923	5.4%
l	308131	5.1%
Other values (20)	1589944	26.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4380623	73.1%
Uppercase Letter	1124283	18.8%
Space Separator	411577	6.9%
Connector Punctuation	59376	1.0%
Other Punctuation	16978	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	843846	19.3%
e	758399	17.3%
r	383542	8.8%
h	340901	7.8%
d	340901	7.8%
t	325109	7.4%
c	323923	7.4%
l	308131	7.0%
p	271411	6.2%
a	120424	2.7%
Other values (7)	364036	8.3%

Uppercase Letter

Value	Count	Frequency (%)
S	366564	32.6%
R	254433	22.6%
L	135730	12.1%
B	86225	7.7%
N	59376	5.3%
O	59376	5.3%
A	59376	5.3%
E	59376	5.3%
C	26849	2.4%
M	16978	1.5%

Space Separator

Value	Count	Frequency (%)
	411577	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	59376	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	16978	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5504906	91.9%
Common	487931	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	843846	15.3%
e	758399	13.8%
r	383542	7.0%
S	366564	6.7%
h	340901	6.2%
d	340901	6.2%
t	325109	5.9%
c	323923	5.9%
l	308131	5.6%
p	271411	4.9%
Other values (17)	1242179	22.6%

Common

Value	Count	Frequency (%)
	411577	84.4%
_	59376	12.2%
&	16978	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5992837	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	843846	14.1%
e	758399	12.7%
	411577	6.9%
r	383542	6.4%
S	366564	6.1%
h	340901	5.7%
d	340901	5.7%
t	325109	5.4%
c	323923	5.4%
l	308131	5.1%
Other values (20)	1589944	26.5%

reporting
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.5 MiB

School	257258
Non-School	86320
NO_LABEL	56699

Length

Max length	10
Median length	6
Mean length	7.145901463
Min length	6

Characters and Unicode

Total characters	2860340
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	School
2nd row	NO_LABEL
3rd row	School
4th row	School
5th row	School

Common Values

Value	Count	Frequency (%)
School	257258	64.3%
Non-School	86320	21.6%
NO_LABEL	56699	14.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
school	257258	64.3%
non-school	86320	21.6%
no_label	56699	14.2%

Most occurring characters

Value	Count	Frequency (%)
o	773476	27.0%
S	343578	12.0%
c	343578	12.0%
h	343578	12.0%
l	343578	12.0%
N	143019	5.0%
L	113398	4.0%
n	86320	3.0%
-	86320	3.0%
O	56699	2.0%
Other values (4)	226796	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1890530	66.1%
Uppercase Letter	826791	28.9%
Dash Punctuation	86320	3.0%
Connector Punctuation	56699	2.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	343578	41.6%
N	143019	17.3%
L	113398	13.7%
O	56699	6.9%
A	56699	6.9%
B	56699	6.9%
E	56699	6.9%

Lowercase Letter

Value	Count	Frequency (%)
o	773476	40.9%
c	343578	18.2%
h	343578	18.2%
l	343578	18.2%
n	86320	4.6%

Connector Punctuation

Value	Count	Frequency (%)
_	56699	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	86320	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2717321	95.0%
Common	143019	5.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	773476	28.5%
S	343578	12.6%
c	343578	12.6%
h	343578	12.6%
l	343578	12.6%
N	143019	5.3%
L	113398	4.2%
n	86320	3.2%
O	56699	2.1%
A	56699	2.1%
Other values (2)	113398	4.2%

Common

Value	Count	Frequency (%)
-	86320	60.4%
_	56699	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2860340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	773476	27.0%
S	343578	12.0%
c	343578	12.0%
h	343578	12.0%
l	343578	12.0%
N	143019	5.0%
L	113398	4.0%
n	86320	3.0%
-	86320	3.0%
O	56699	2.0%
Other values (4)	226796	7.9%

student_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	25.7 MiB

Unspecified	223026
NO_LABEL	99871
Special Education	42024
Poverty	17845
ELL	6752
Other values (4)	10759

Length

Max length	17
Median length	11
Mean length	10.41966438
Min length	3

Characters and Unicode

Total characters	4170752
Distinct characters	31
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO_LABEL
2nd row	NO_LABEL
3rd row	Unspecified
4th row	Unspecified
5th row	Unspecified

Common Values

Value	Count	Frequency (%)
Unspecified	223026	55.7%
NO_LABEL	99871	25.0%
Special Education	42024	10.5%
Poverty	17845	4.5%
ELL	6752	1.7%
PreK	5561	1.4%
At Risk	3132	0.8%
Gifted	1595	0.4%
Alternative	471	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
unspecified	223026	50.1%
no_label	99871	22.4%
special	42024	9.4%
education	42024	9.4%
poverty	17845	4.0%
ell	6752	1.5%
prek	5561	1.2%
at	3132	0.7%
risk	3132	0.7%
gifted	1595	0.4%

Most occurring characters

Value	Count	Frequency (%)
i	535298	12.8%
e	514019	12.3%
c	307074	7.4%
d	266645	6.4%
n	265521	6.4%
p	265050	6.4%
s	226158	5.4%
f	224621	5.4%
U	223026	5.3%
L	213246	5.1%
Other values (21)	1130094	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2962001	71.0%
Uppercase Letter	1063724	25.5%
Connector Punctuation	99871	2.4%
Space Separator	45156	1.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	535298	18.1%
e	514019	17.4%
c	307074	10.4%
d	266645	9.0%
n	265521	9.0%
p	265050	8.9%
s	226158	7.6%
f	224621	7.6%
a	84519	2.9%
t	65538	2.2%
Other values (7)	207558	7.0%

Uppercase Letter

Value	Count	Frequency (%)
U	223026	21.0%
L	213246	20.0%
E	148647	14.0%
A	103474	9.7%
N	99871	9.4%
O	99871	9.4%
B	99871	9.4%
S	42024	4.0%
P	23406	2.2%
K	5561	0.5%
Other values (2)	4727	0.4%

Connector Punctuation

Value	Count	Frequency (%)
_	99871	100.0%

Space Separator

Value	Count	Frequency (%)
	45156	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4025725	96.5%
Common	145027	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	535298	13.3%
e	514019	12.8%
c	307074	7.6%
d	266645	6.6%
n	265521	6.6%
p	265050	6.6%
s	226158	5.6%
f	224621	5.6%
U	223026	5.5%
L	213246	5.3%
Other values (19)	985067	24.5%

Common

Value	Count	Frequency (%)
_	99871	68.9%
	45156	31.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4170752	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	535298	12.8%
e	514019	12.3%
c	307074	7.4%
d	266645	6.4%
n	265521	6.4%
p	265050	6.4%
s	226158	5.4%
f	224621	5.4%
U	223026	5.3%
L	213246	5.1%
Other values (21)	1130094	27.1%

position_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	25.1 MiB

Teacher	102788
NO_LABEL	97607
Substitute	63515
Other	37614
TA	22799
Other values (20)	75954

Length

Max length	23
Median length	8
Mean length	8.687486416
Min length	2

Characters and Unicode

Total characters	3477401
Distinct characters	44
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Teacher
2nd row	NO_LABEL
3rd row	Teacher
4th row	Substitute
5th row	Teacher

Common Values

Value	Count	Frequency (%)
Teacher	102788	25.7%
NO_LABEL	97607	24.4%
Substitute	63515	15.9%
Other	37614	9.4%
TA	22799	5.7%
Non-Position	20996	5.2%
Custodian	9713	2.4%
Sec/Clerk/Other Admin	8814	2.2%
Coordinator/Manager	7407	1.9%
Instructional Coach	5148	1.3%
Other values (15)	23876	6.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
teacher	102788	23.9%
no_label	97607	22.7%
substitute	63515	14.8%
other	37614	8.7%
ta	22799	5.3%
non-position	20996	4.9%
custodian	9713	2.3%
sec/clerk/other	8814	2.0%
admin	8814	2.0%
coordinator/manager	7407	1.7%
Other values (24)	50366	11.7%

Most occurring characters

Value	Count	Frequency (%)
e	362433	10.4%
t	294837	8.5%
r	213887	6.2%
L	197189	5.7%
i	170030	4.9%
h	166880	4.8%
a	166039	4.8%
u	155841	4.5%
c	147152	4.2%
O	144707	4.2%
Other values (34)	1458406	41.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2206040	63.4%
Uppercase Letter	1090651	31.4%
Connector Punctuation	97607	2.8%
Other Punctuation	30781	0.9%
Space Separator	30156	0.9%
Dash Punctuation	20996	0.6%
Open Punctuation	585	< 0.1%
Close Punctuation	585	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	362433	16.4%
t	294837	13.4%
r	213887	9.7%
i	170030	7.7%
h	166880	7.6%
a	166039	7.5%
u	155841	7.1%
c	147152	6.7%
o	134127	6.1%
s	114663	5.2%
Other values (12)	280151	12.7%

Uppercase Letter

Value	Count	Frequency (%)
L	197189	18.1%
O	144707	13.3%
A	133286	12.2%
T	128384	11.8%
N	120571	11.1%
E	98192	9.0%
B	97607	8.9%
S	79827	7.3%
C	41581	3.8%
P	27421	2.5%
Other values (6)	21886	2.0%

Connector Punctuation

Value	Count	Frequency (%)
_	97607	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	20996	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	30781	100.0%

Space Separator

Value	Count	Frequency (%)
	30156	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	585	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	585	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3296691	94.8%
Common	180710	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	362433	11.0%
t	294837	8.9%
r	213887	6.5%
L	197189	6.0%
i	170030	5.2%
h	166880	5.1%
a	166039	5.0%
u	155841	4.7%
c	147152	4.5%
O	144707	4.4%
Other values (28)	1277696	38.8%

Common

Value	Count	Frequency (%)
_	97607	54.0%
/	30781	17.0%
	30156	16.7%
-	20996	11.6%
(	585	0.3%
)	585	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3477401	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	362433	10.4%
t	294837	8.5%
r	213887	6.2%
L	197189	5.7%
i	170030	4.9%
h	166880	4.8%
a	166039	4.8%
u	155841	4.5%
c	147152	4.2%
O	144707	4.2%
Other values (34)	1458406	41.9%

object_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.4 MiB

Base Salary/Compensation	97670
Benefits	85467
NO_LABEL	69644
Other Compensation/Stipend	61685
Supplies/Materials	31935
Other values (6)	53876

Length

Max length	27
Median length	20
Mean length	17.33844563
Min length	8

Characters and Unicode

Total characters	6940181
Distinct characters	37
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO_LABEL
2nd row	NO_LABEL
3rd row	Base Salary/Compensation
4th row	Benefits
5th row	Substitute Compensation

Common Values

Value	Count	Frequency (%)
Base Salary/Compensation	97670	24.4%
Benefits	85467	21.4%
NO_LABEL	69644	17.4%
Other Compensation/Stipend	61685	15.4%
Supplies/Materials	31935	8.0%
Substitute Compensation	27357	6.8%
Contracted Services	7512	1.9%
Other Non-Compensation	6297	1.6%
Travel & Conferences	5030	1.3%
Equipment & Equipment Lease	4460	1.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
salary/compensation	97670	15.6%
base	97670	15.6%
benefits	85467	13.7%
no_label	69644	11.2%
other	67982	10.9%
compensation/stipend	61685	9.9%
supplies/materials	31935	5.1%
compensation	27357	4.4%
substitute	27357	4.4%
	9490	1.5%
Other values (8)	47981	7.7%

Most occurring characters

Value	Count	Frequency (%)
e	749443	10.8%
n	569179	8.2%
a	566891	8.2%
t	555753	8.0%
s	487595	7.0%
i	457480	6.6%
o	404857	5.8%
p	327484	4.7%
B	252781	3.6%
S	226159	3.3%
Other values (27)	2342559	33.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5202860	75.0%
Uppercase Letter	1233419	17.8%
Space Separator	223961	3.2%
Other Punctuation	204000	2.9%
Connector Punctuation	69644	1.0%
Dash Punctuation	6297	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	749443	14.4%
n	569179	10.9%
a	566891	10.9%
t	555753	10.7%
s	487595	9.4%
i	457480	8.8%
o	404857	7.8%
p	327484	6.3%
r	222671	4.3%
m	201929	3.9%
Other values (10)	659578	12.7%

Uppercase Letter

Value	Count	Frequency (%)
B	252781	20.5%
S	226159	18.3%
C	205551	16.7%
L	143748	11.7%
O	137626	11.2%
E	78564	6.4%
N	75941	6.2%
A	69644	5.6%
M	31935	2.6%
T	5030	0.4%
Other values (2)	6440	0.5%

Other Punctuation

Value	Count	Frequency (%)
/	194510	95.3%
&	9490	4.7%

Connector Punctuation

Value	Count	Frequency (%)
_	69644	100.0%

Space Separator

Value	Count	Frequency (%)
	223961	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6297	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6436279	92.7%
Common	503902	7.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	749443	11.6%
n	569179	8.8%
a	566891	8.8%
t	555753	8.6%
s	487595	7.6%
i	457480	7.1%
o	404857	6.3%
p	327484	5.1%
B	252781	3.9%
S	226159	3.5%
Other values (22)	1838657	28.6%

Common

Value	Count	Frequency (%)
	223961	44.4%
/	194510	38.6%
_	69644	13.8%
&	9490	1.9%
-	6297	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6940181	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	749443	10.8%
n	569179	8.2%
a	566891	8.2%
t	555753	8.0%
s	487595	7.0%
i	457480	6.6%
o	404857	5.8%
p	327484	4.7%
B	252781	3.6%
S	226159	3.3%
Other values (27)	2342559	33.8%

pre_k
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.8 MiB

NO_LABEL	306425
Non PreK	81069
PreK	12783

Length

Max length	8
Median length	8
Mean length	7.872258461
Min length	4

Characters and Unicode

Total characters	3151084
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO_LABEL
2nd row	NO_LABEL
3rd row	Non PreK
4th row	NO_LABEL
5th row	NO_LABEL

Common Values

Value	Count	Frequency (%)
NO_LABEL	306425	76.6%
Non PreK	81069	20.3%
PreK	12783	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
no_label	306425	63.7%
prek	93852	19.5%
non	81069	16.8%

Most occurring characters

Value	Count	Frequency (%)
L	612850	19.4%
N	387494	12.3%
O	306425	9.7%
_	306425	9.7%
A	306425	9.7%
B	306425	9.7%
E	306425	9.7%
P	93852	3.0%
r	93852	3.0%
e	93852	3.0%
Other values (4)	337059	10.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2413748	76.6%
Lowercase Letter	349842	11.1%
Connector Punctuation	306425	9.7%
Space Separator	81069	2.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	612850	25.4%
N	387494	16.1%
O	306425	12.7%
A	306425	12.7%
B	306425	12.7%
E	306425	12.7%
P	93852	3.9%
K	93852	3.9%

Lowercase Letter

Value	Count	Frequency (%)
r	93852	26.8%
e	93852	26.8%
o	81069	23.2%
n	81069	23.2%

Connector Punctuation

Value	Count	Frequency (%)
_	306425	100.0%

Space Separator

Value	Count	Frequency (%)
	81069	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2763590	87.7%
Common	387494	12.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	612850	22.2%
N	387494	14.0%
O	306425	11.1%
A	306425	11.1%
B	306425	11.1%
E	306425	11.1%
P	93852	3.4%
r	93852	3.4%
e	93852	3.4%
K	93852	3.4%
Other values (2)	162138	5.9%

Common

Value	Count	Frequency (%)
_	306425	79.1%
	81069	20.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3151084	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	612850	19.4%
N	387494	12.3%
O	306425	9.7%
_	306425	9.7%
A	306425	9.7%
B	306425	9.7%
E	306425	9.7%
P	93852	3.0%
r	93852	3.0%
e	93852	3.0%
Other values (4)	337059	10.7%

operating_status
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.1 MiB

PreK-12 Operating	343578
Non-Operating	48034
Operating, Not PreK-12	8665

Length

Max length	22
Median length	17
Mean length	16.62822995
Min length	13

Characters and Unicode

Total characters	6655898
Distinct characters	18
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PreK-12 Operating
2nd row	Non-Operating
3rd row	PreK-12 Operating
4th row	PreK-12 Operating
5th row	PreK-12 Operating

Common Values

Value	Count	Frequency (%)
PreK-12 Operating	343578	85.8%
Non-Operating	48034	12.0%
Operating, Not PreK-12	8665	2.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
prek-12	352243	46.3%
operating	352243	46.3%
non-operating	48034	6.3%
not	8665	1.1%

Most occurring characters

Value	Count	Frequency (%)
r	752520	11.3%
e	752520	11.3%
n	448311	6.7%
t	408942	6.1%
-	400277	6.0%
O	400277	6.0%
p	400277	6.0%
a	400277	6.0%
i	400277	6.0%
g	400277	6.0%
Other values (8)	1891943	28.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4020100	60.4%
Uppercase Letter	1161462	17.5%
Decimal Number	704486	10.6%
Dash Punctuation	400277	6.0%
Space Separator	360908	5.4%
Other Punctuation	8665	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	752520	18.7%
e	752520	18.7%
n	448311	11.2%
t	408942	10.2%
p	400277	10.0%
a	400277	10.0%
i	400277	10.0%
g	400277	10.0%
o	56699	1.4%

Uppercase Letter

Value	Count	Frequency (%)
O	400277	34.5%
P	352243	30.3%
K	352243	30.3%
N	56699	4.9%

Decimal Number

Value	Count	Frequency (%)
1	352243	50.0%
2	352243	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	400277	100.0%

Space Separator

Value	Count	Frequency (%)
	360908	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	8665	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5181562	77.8%
Common	1474336	22.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	752520	14.5%
e	752520	14.5%
n	448311	8.7%
t	408942	7.9%
O	400277	7.7%
p	400277	7.7%
a	400277	7.7%
i	400277	7.7%
g	400277	7.7%
P	352243	6.8%
Other values (3)	465641	9.0%

Common

Value	Count	Frequency (%)
-	400277	27.1%
	360908	24.5%
1	352243	23.9%
2	352243	23.9%
,	8665	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6655898	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	752520	11.3%
e	752520	11.3%
n	448311	6.7%
t	408942	6.1%
-	400277	6.0%
O	400277	6.0%
p	400277	6.0%
a	400277	6.0%
i	400277	6.0%
g	400277	6.0%
Other values (8)	1891943	28.4%

object_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	602
Distinct (%)	0.2%
Missing	24784
Missing (%)	6.2%
Memory size	30.8 MiB

EMPLOYEE BENEFITS	47495
SALARIES OF PART TIME EMPLOYEE	31761
SALARIES OF REGULAR EMPLOYEES	24319
CONTRA BENEFITS	19381
Salaries And Wages For Teachers And Other Professi	18632
Other values (597)	233905

Length

Max length	73
Median length	29
Mean length	26.82298205
Min length	3

Characters and Unicode

Total characters	10071842
Distinct characters	64
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	86 ?
Unique (%)	< 0.1%

Sample

1st row	CONTRACTOR SERVICES
2nd row	Personal Services - Teachers
3rd row	EMPLOYEE BENEFITS
4th row	TEACHER COVERAGE FOR TEACHER
5th row	CONTRA BENEFITS

Common Values

Value	Count	Frequency (%)
EMPLOYEE BENEFITS	47495	11.9%
SALARIES OF PART TIME EMPLOYEE	31761	7.9%
SALARIES OF REGULAR EMPLOYEES	24319	6.1%
CONTRA BENEFITS	19381	4.8%
Salaries And Wages For Teachers And Other Professi	18632	4.7%
ADDITIONAL/EXTRA DUTY PAY/STIP	16841	4.2%
SUPPLIES	13117	3.3%
RETIREMENT CONTRIB.	13073	3.3%
Regular *	9270	2.3%
Extra Duty Pay/Overtime For Support Personnel	9159	2.3%
Other values (592)	172445	43.1%
(Missing)	24784	6.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
salaries	93875	7.2%
employee	80757	6.2%
and	70269	5.4%
benefits	67030	5.1%
of	60248	4.6%
services	50224	3.9%
other	50087	3.8%
	48398	3.7%
for	45562	3.5%
personal	37148	2.8%
Other values (589)	700458	53.7%

Most occurring characters

Value	Count	Frequency (%)
	1365605	13.6%
E	884727	8.8%
S	520193	5.2%
e	489994	4.9%
A	430218	4.3%
T	428553	4.3%
O	409871	4.1%
P	392805	3.9%
R	380175	3.8%
I	358396	3.6%
Other values (54)	4411305	43.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5569093	55.3%
Lowercase Letter	3012107	29.9%
Space Separator	1365605	13.6%
Other Punctuation	75841	0.8%
Dash Punctuation	46294	0.5%
Open Punctuation	1525	< 0.1%
Close Punctuation	1377	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	884727	15.9%
S	520193	9.3%
A	430218	7.7%
T	428553	7.7%
O	409871	7.4%
P	392805	7.1%
R	380175	6.8%
I	358396	6.4%
L	289600	5.2%
N	240267	4.3%
Other values (16)	1234288	22.2%

Lowercase Letter

Value	Count	Frequency (%)
e	489994	16.3%
r	354534	11.8%
s	327823	10.9%
a	279242	9.3%
i	200166	6.6%
t	184497	6.1%
n	180517	6.0%
o	179841	6.0%
l	148807	4.9%
c	101452	3.4%
Other values (16)	565234	18.8%

Other Punctuation

Value	Count	Frequency (%)
/	46236	61.0%
*	14598	19.2%
.	13150	17.3%
,	1320	1.7%
&	361	0.5%
"	120	0.2%
'	56	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	46291	> 99.9%
–	3	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1365605	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1525	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1377	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8581200	85.2%
Common	1490642	14.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	884727	10.3%
S	520193	6.1%
e	489994	5.7%
A	430218	5.0%
T	428553	5.0%
O	409871	4.8%
P	392805	4.6%
R	380175	4.4%
I	358396	4.2%
r	354534	4.1%
Other values (42)	3931734	45.8%

Common

Value	Count	Frequency (%)
	1365605	91.6%
-	46291	3.1%
/	46236	3.1%
*	14598	1.0%
.	13150	0.9%
(	1525	0.1%
)	1377	0.1%
,	1320	0.1%
&	361	< 0.1%
"	120	< 0.1%
Other values (2)	59	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10071839	> 99.9%
Punctuation	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1365605	13.6%
E	884727	8.8%
S	520193	5.2%
e	489994	4.9%
A	430218	4.3%
T	428553	4.3%
O	409871	4.1%
P	392805	3.9%
R	380175	3.8%
I	358396	3.6%
Other values (53)	4411302	43.8%

Punctuation

Value	Count	Frequency (%)
–	3	100.0%

text_2
Categorical

HIGH CARDINALITY
MISSING

Distinct	301
Distinct (%)	0.3%
Missing	312060
Missing (%)	78.0%
Memory size	15.7 MiB

TEACHER SUBS	16599
FOOD SERVICES	5871
GENERAL EDUCATION	4251
TRANSPORTATION	3945
CUSTODIAL-SCHOOLS	3860
Other values (296)	53691

Length

Max length	48
Median length	15
Mean length	16.59347971
Min length	2

Characters and Unicode

Total characters	1463827
Distinct characters	55
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	42 ?
Unique (%)	< 0.1%

Sample

1st row	BOND EXPENDITURES
2nd row	TEACHER SUBS
3rd row	TEACHER SUBS
4th row	SPECIAL EDUCATION INSTRUCTION
5th row	TEACHER SUBS

Common Values

Value	Count	Frequency (%)
TEACHER SUBS	16599	4.1%
FOOD SERVICES	5871	1.5%
GENERAL EDUCATION	4251	1.1%
TRANSPORTATION	3945	1.0%
CUSTODIAL-SCHOOLS	3860	1.0%
TEACHER LEARNING & LEADERSHIP	2878	0.7%
TEACHER	2710	0.7%
SEVERE DISABILITIES	2610	0.7%
MAINTENANCE	2483	0.6%
AFTERSCHOOL PROGRAMS	2264	0.6%
Other values (291)	40746	10.2%
(Missing)	312060	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
teacher	23073	12.5%
subs	16599	9.0%
services	9958	5.4%
education	8799	4.8%
food	5871	3.2%
	5544	3.0%
general	4372	2.4%
transportation	3953	2.1%
custodial-schools	3860	2.1%
leadership	3149	1.7%
Other values (353)	99101	53.8%

Most occurring characters

Value	Count	Frequency (%)
E	179986	12.3%
S	135019	9.2%
A	119477	8.2%
T	108714	7.4%
R	98044	6.7%
I	96667	6.6%
	96069	6.6%
C	88085	6.0%
O	83624	5.7%
N	75142	5.1%
Other values (45)	383000	26.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1346416	92.0%
Space Separator	96069	6.6%
Other Punctuation	9328	0.6%
Lowercase Letter	6423	0.4%
Dash Punctuation	5591	0.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	179986	13.4%
S	135019	10.0%
A	119477	8.9%
T	108714	8.1%
R	98044	7.3%
I	96667	7.2%
C	88085	6.5%
O	83624	6.2%
N	75142	5.6%
L	54036	4.0%
Other values (16)	307622	22.8%

Lowercase Letter

Value	Count	Frequency (%)
a	791	12.3%
e	690	10.7%
t	688	10.7%
r	633	9.9%
l	530	8.3%
n	418	6.5%
i	403	6.3%
p	357	5.6%
s	319	5.0%
o	301	4.7%
Other values (12)	1293	20.1%

Other Punctuation

Value	Count	Frequency (%)
&	4656	49.9%
/	4475	48.0%
,	136	1.5%
"	33	0.4%
.	28	0.3%

Space Separator

Value	Count	Frequency (%)
	96069	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1352839	92.4%
Common	110988	7.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	179986	13.3%
S	135019	10.0%
A	119477	8.8%
T	108714	8.0%
R	98044	7.2%
I	96667	7.1%
C	88085	6.5%
O	83624	6.2%
N	75142	5.6%
L	54036	4.0%
Other values (38)	314045	23.2%

Common

Value	Count	Frequency (%)
	96069	86.6%
-	5591	5.0%
&	4656	4.2%
/	4475	4.0%
,	136	0.1%
"	33	< 0.1%
.	28	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1463827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	179986	12.3%
S	135019	9.2%
A	119477	8.2%
T	108714	7.4%
R	98044	6.7%
I	96667	6.6%
	96069	6.6%
C	88085	6.0%
O	83624	5.7%
N	75142	5.1%
Other values (45)	383000	26.2%

subfund_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	274
Distinct (%)	0.1%
Missing	93422
Missing (%)	23.3%
Memory size	24.5 MiB

GENERAL FUND	123327
Operations	26895
FEDERAL GDPG FUND - FY	13562
Support Services - Instructional Staff	10238
Special Instruction	10106
Other values (269)	122727

Length

Max length	50
Median length	12
Mean length	17.03792997
Min length	4

Characters and Unicode

Total characters	5228174
Distinct characters	70
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	35 ?
Unique (%)	< 0.1%

Sample

1st row	BUILDING FUND
2nd row	GENERAL FUND
3rd row	GENERAL FUND
4th row	GENERAL FUND
5th row	LOCAL

Common Values

Value	Count	Frequency (%)
GENERAL FUND	123327	30.8%
Operations	26895	6.7%
FEDERAL GDPG FUND - FY	13562	3.4%
Support Services - Instructional Staff	10238	2.6%
Special Instruction	10106	2.5%
DISTRICT SPECIAL REVENUE FUNDS	9975	2.5%
LOCAL	9393	2.3%
ARRA - STIMULUS	7458	1.9%
Community Services	7386	1.8%
MILL LEVY	5964	1.5%
Other values (264)	82551	20.6%
(Missing)	93422	23.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
fund	151371	19.1%
general	125177	15.8%
	41423	5.2%
operations	27772	3.5%
services	23501	3.0%
special	21061	2.7%
gdpg	17243	2.2%
federal	16118	2.0%
support	15101	1.9%
instruction	14921	1.9%
Other values (399)	337329	42.6%

Most occurring characters

Value	Count	Frequency (%)
	516118	9.9%
E	434569	8.3%
N	328926	6.3%
R	272175	5.2%
A	256011	4.9%
L	249433	4.8%
D	243639	4.7%
F	204672	3.9%
U	204066	3.9%
G	193454	3.7%
Other values (60)	2325111	44.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3242006	62.0%
Lowercase Letter	1389207	26.6%
Space Separator	516118	9.9%
Dash Punctuation	51380	1.0%
Other Punctuation	19764	0.4%
Decimal Number	9661	0.2%
Open Punctuation	19	< 0.1%
Close Punctuation	19	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	434569	13.4%
N	328926	10.1%
R	272175	8.4%
A	256011	7.9%
L	249433	7.7%
D	243639	7.5%
F	204672	6.3%
U	204066	6.3%
G	193454	6.0%
S	180841	5.6%
Other values (15)	674220	20.8%

Lowercase Letter

Value	Count	Frequency (%)
t	162150	11.7%
i	146056	10.5%
r	136214	9.8%
e	124502	9.0%
n	121925	8.8%
o	104972	7.6%
a	101491	7.3%
s	97704	7.0%
p	80290	5.8%
c	75016	5.4%
Other values (15)	238887	17.2%

Other Punctuation

Value	Count	Frequency (%)
"	11140	56.4%
.	2645	13.4%
,	2591	13.1%
&	2385	12.1%
*	681	3.4%
'	228	1.2%
/	88	0.4%
!	6	< 0.1%

Decimal Number

Value	Count	Frequency (%)
9	2007	20.8%
1	2007	20.8%
2	2007	20.8%
8	1652	17.1%
6	1484	15.4%
0	336	3.5%
4	168	1.7%

Dash Punctuation

Value	Count	Frequency (%)
-	51350	99.9%
–	30	0.1%

Space Separator

Value	Count	Frequency (%)
	516118	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4631213	88.6%
Common	596961	11.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	434569	9.4%
N	328926	7.1%
R	272175	5.9%
A	256011	5.5%
L	249433	5.4%
D	243639	5.3%
F	204672	4.4%
U	204066	4.4%
G	193454	4.2%
S	180841	3.9%
Other values (40)	2063427	44.6%

Common

Value	Count	Frequency (%)
	516118	86.5%
-	51350	8.6%
"	11140	1.9%
.	2645	0.4%
,	2591	0.4%
&	2385	0.4%
9	2007	0.3%
1	2007	0.3%
2	2007	0.3%
8	1652	0.3%
Other values (10)	3059	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5228144	> 99.9%
Punctuation	30	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	516118	9.9%
E	434569	8.3%
N	328926	6.3%
R	272175	5.2%
A	256011	4.9%
L	249433	4.8%
D	243639	4.7%
F	204672	3.9%
U	204066	3.9%
G	193454	3.7%
Other values (59)	2325081	44.5%

Punctuation

Value	Count	Frequency (%)
–	30	100.0%

job_title_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	3516
Distinct (%)	1.2%
Missing	107534
Missing (%)	26.9%
Memory size	25.3 MiB

Teacher, Elementary	30939
Teacher, Short Term Sub	23450
(blank)	15235
Teacher, Secondary (High)	8994
Teacher,Retrd Shrt Term Sub	8746
Other values (3511)	205379

Length

Max length	49
Median length	23
Mean length	21.9477289
Min length	5

Characters and Unicode

Total characters	6425044
Distinct characters	75
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1119 ?
Unique (%)	0.4%

Sample

1st row	Teacher-Elementary
2nd row	(blank)
3rd row	TCHER 2ND GRADE
4th row	Teacher, Short Term Sub
5th row	Teacher, Secondary (High)

Common Values

Value	Count	Frequency (%)
Teacher, Elementary	30939	7.7%
Teacher, Short Term Sub	23450	5.9%
(blank)	15235	3.8%
Teacher, Secondary (High)	8994	2.2%
Teacher,Retrd Shrt Term Sub	8746	2.2%
TEACHER, REGULAR	8517	2.1%
TEACHER SUBSTITUTE POOL	7115	1.8%
SUB TEACHER ALL	7018	1.8%
Teacher Secondary (Middle)	6912	1.7%
Teacher	5033	1.3%
Other values (3506)	170784	42.7%
(Missing)	107534	26.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
teacher	133249	16.7%
sub	45914	5.7%
elementary	34140	4.3%
term	33030	4.1%
short	23450	2.9%
secondary	18525	2.3%
blank	15235	1.9%
regular	11947	1.5%
high	10844	1.4%
ed	10474	1.3%
Other values (2015)	462723	57.9%

Most occurring characters

Value	Count	Frequency (%)
	1079682	16.8%
e	498866	7.8%
r	363205	5.7%
T	312003	4.9%
E	292648	4.6%
a	274708	4.3%
S	261747	4.1%
c	198484	3.1%
A	184997	2.9%
h	184859	2.9%
Other values (65)	2773845	43.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2802939	43.6%
Uppercase Letter	2260570	35.2%
Space Separator	1079682	16.8%
Other Punctuation	176125	2.7%
Open Punctuation	39109	0.6%
Close Punctuation	37846	0.6%
Dash Punctuation	24415	0.4%
Decimal Number	4357	0.1%
Math Symbol	1	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	312003	13.8%
E	292648	12.9%
S	261747	11.6%
A	184997	8.2%
R	176243	7.8%
I	142774	6.3%
C	141209	6.2%
L	96235	4.3%
H	92817	4.1%
O	86062	3.8%
Other values (16)	473835	21.0%

Lowercase Letter

Value	Count	Frequency (%)
e	498866	17.8%
r	363205	13.0%
a	274708	9.8%
c	198484	7.1%
h	184859	6.6%
t	165851	5.9%
n	142971	5.1%
o	140081	5.0%
i	119285	4.3%
l	118893	4.2%
Other values (16)	595736	21.3%

Decimal Number

Value	Count	Frequency (%)
8	1353	31.1%
0	664	15.2%
7	627	14.4%
2	372	8.5%
1	366	8.4%
3	248	5.7%
5	242	5.6%
4	232	5.3%
6	223	5.1%
9	30	0.7%

Other Punctuation

Value	Count	Frequency (%)
,	153435	87.1%
/	10935	6.2%
.	9279	5.3%
&	2237	1.3%
'	215	0.1%
!	17	< 0.1%
:	6	< 0.1%
%	1	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	24415	100.0%

Space Separator

Value	Count	Frequency (%)
	1079682	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	39109	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	37846	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5063509	78.8%
Common	1361535	21.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	498866	9.9%
r	363205	7.2%
T	312003	6.2%
E	292648	5.8%
a	274708	5.4%
S	261747	5.2%
c	198484	3.9%
A	184997	3.7%
h	184859	3.7%
R	176243	3.5%
Other values (42)	2315749	45.7%

Common

Value	Count	Frequency (%)
	1079682	79.3%
,	153435	11.3%
(	39109	2.9%
)	37846	2.8%
-	24415	1.8%
/	10935	0.8%
.	9279	0.7%
&	2237	0.2%
8	1353	0.1%
0	664	< 0.1%
Other values (13)	2580	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6425044	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1079682	16.8%
e	498866	7.8%
r	363205	5.7%
T	312003	4.9%
E	292648	4.6%
a	274708	4.3%
S	261747	4.1%
c	198484	3.1%
A	184997	2.9%
h	184859	2.9%
Other values (65)	2773845	43.2%

text_3
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	34
Distinct (%)	< 0.1%
Missing	291125
Missing (%)	72.7%
Memory size	15.6 MiB

Regular	94462
Turnaround	7755
Alternative	5299
Charter	664
New/Closed Schl	623
Other values (29)	349

Length

Max length	39
Median length	7
Mean length	7.502638522
Min length	4

Characters and Unicode

Total characters	818928
Distinct characters	47
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12 ?
Unique (%)	< 0.1%

Sample

1st row	Regular
2nd row	Regular
3rd row	Alternative
4th row	Regular
5th row	Regular

Common Values

Value	Count	Frequency (%)
Regular	94462	23.6%
Turnaround	7755	1.9%
Alternative	5299	1.3%
Charter	664	0.2%
New/Closed Schl	623	0.2%
Other Materials and Supplies	60	< 0.1%
Supplies for Instruction	42	< 0.1%
Employee Travel	41	< 0.1%
Staff Development	39	< 0.1%
Professional and Contract Services	36	< 0.1%
Other values (24)	131	< 0.1%
(Missing)	291125	72.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
regular	94462	85.5%
turnaround	7755	7.0%
alternative	5299	4.8%
charter	664	0.6%
new/closed	623	0.6%
schl	623	0.6%
and	118	0.1%
supplies	103	0.1%
other	89	0.1%
for	76	0.1%
Other values (56)	638	0.6%

Most occurring characters

Value	Count	Frequency (%)
r	117114	14.3%
u	110189	13.5%
a	108682	13.3%
e	107793	13.2%
l	101387	12.4%
R	94494	11.5%
g	94469	11.5%
n	21298	2.6%
t	11831	1.4%
o	8849	1.1%
Other values (37)	42822	5.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	706099	86.2%
Uppercase Letter	110905	13.5%
Space Separator	1298	0.2%
Other Punctuation	626	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	117114	16.6%
u	110189	15.6%
a	108682	15.4%
e	107793	15.3%
l	101387	14.4%
g	94469	13.4%
n	21298	3.0%
t	11831	1.7%
o	8849	1.3%
d	8535	1.2%
Other values (15)	15952	2.3%

Uppercase Letter

Value	Count	Frequency (%)
R	94494	85.2%
T	7831	7.1%
A	5311	4.8%
C	1360	1.2%
S	837	0.8%
N	624	0.6%
O	117	0.1%
I	87	0.1%
E	85	0.1%
M	65	0.1%
Other values (8)	94	0.1%

Other Punctuation

Value	Count	Frequency (%)
/	624	99.7%
,	1	0.2%
'	1	0.2%

Space Separator

Value	Count	Frequency (%)
	1298	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	817004	99.8%
Common	1924	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	117114	14.3%
u	110189	13.5%
a	108682	13.3%
e	107793	13.2%
l	101387	12.4%
R	94494	11.6%
g	94469	11.6%
n	21298	2.6%
t	11831	1.4%
o	8849	1.1%
Other values (33)	40898	5.0%

Common

Value	Count	Frequency (%)
	1298	67.5%
/	624	32.4%
,	1	0.1%
'	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	818928	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	117114	14.3%
u	110189	13.5%
a	108682	13.3%
e	107793	13.2%
l	101387	12.4%
R	94494	11.5%
g	94469	11.5%
n	21298	2.6%
t	11831	1.4%
o	8849	1.1%
Other values (37)	42822	5.2%

text_4
Categorical

HIGH CARDINALITY
MISSING

Distinct	244
Distinct (%)	0.5%
Missing	346531
Missing (%)	86.6%
Memory size	14.8 MiB

Regular Instruction	10762
Basic Educational Services - District Objective	9481
Undistributed	7106
Special Education Instruction	2892
Regular Salary	2157
Other values (239)	21348

Length

Max length	60
Median length	19
Mean length	24.85384959
Min length	3

Characters and Unicode

Total characters	1335795
Distinct characters	66
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	24 ?
Unique (%)	< 0.1%

Sample

1st row	Regular Instruction
2nd row	Regular Instruction
3rd row	Regular Instruction
4th row	SIG - ARRA
5th row	Transportation - Bus Drivers

Common Values

Value	Count	Frequency (%)
Regular Instruction	10762	2.7%
Basic Educational Services - District Objective	9481	2.4%
Undistributed	7106	1.8%
Special Education Instruction	2892	0.7%
Regular Salary	2157	0.5%
Regular Instructional Support	1899	0.5%
transportation - Second Runs	1852	0.5%
Transportation - Bus Drivers	1257	0.3%
Office of Principal	1072	0.3%
IDEA Part B	1063	0.3%
Other values (234)	14205	3.5%
(Missing)	346531	86.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	16353	9.7%
regular	14911	8.8%
instruction	14752	8.8%
services	9638	5.7%
basic	9485	5.6%
district	9481	5.6%
objective	9481	5.6%
educational	9481	5.6%
undistributed	7106	4.2%
transportation	4162	2.5%
Other values (368)	63641	37.8%

Most occurring characters

Value	Count	Frequency (%)
	127520	9.5%
t	121010	9.1%
i	114904	8.6%
r	92099	6.9%
e	91572	6.9%
a	84431	6.3%
c	84309	6.3%
n	76289	5.7%
s	69691	5.2%
u	62987	4.7%
Other values (56)	410983	30.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1035551	77.5%
Uppercase Letter	152781	11.4%
Space Separator	127520	9.5%
Dash Punctuation	16036	1.2%
Other Punctuation	2522	0.2%
Open Punctuation	503	< 0.1%
Close Punctuation	503	< 0.1%
Decimal Number	379	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	121010	11.7%
i	114904	11.1%
r	92099	8.9%
e	91572	8.8%
a	84431	8.2%
c	84309	8.1%
n	76289	7.4%
s	69691	6.7%
u	62987	6.1%
o	55052	5.3%
Other values (17)	183207	17.7%

Uppercase Letter

Value	Count	Frequency (%)
S	23552	15.4%
I	21607	14.1%
R	18822	12.3%
E	16994	11.1%
D	13957	9.1%
B	12822	8.4%
O	11791	7.7%
T	7679	5.0%
U	7123	4.7%
P	6682	4.4%
Other values (16)	11752	7.7%

Other Punctuation

Value	Count	Frequency (%)
&	817	32.4%
,	704	27.9%
.	516	20.5%
/	437	17.3%
'	48	1.9%

Decimal Number

Value	Count	Frequency (%)
9	121	31.9%
7	86	22.7%
2	86	22.7%
0	86	22.7%

Space Separator

Value	Count	Frequency (%)
	127520	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	16036	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	503	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	503	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1188332	89.0%
Common	147463	11.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	121010	10.2%
i	114904	9.7%
r	92099	7.8%
e	91572	7.7%
a	84431	7.1%
c	84309	7.1%
n	76289	6.4%
s	69691	5.9%
u	62987	5.3%
o	55052	4.6%
Other values (43)	335988	28.3%

Common

Value	Count	Frequency (%)
	127520	86.5%
-	16036	10.9%
&	817	0.6%
,	704	0.5%
.	516	0.3%
(	503	0.3%
)	503	0.3%
/	437	0.3%
9	121	0.1%
7	86	0.1%
Other values (3)	220	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1335723	> 99.9%
Latin 1 Sup	36	< 0.1%
Latin Ext B	36	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	127520	9.5%
t	121010	9.1%
i	114904	8.6%
r	92099	6.9%
e	91572	6.9%
a	84431	6.3%
c	84309	6.3%
n	76289	5.7%
s	69691	5.2%
u	62987	4.7%
Other values (53)	410911	30.8%

Latin 1 Sup

Value	Count	Frequency (%)
Ã	18	50.0%
Â	18	50.0%

Latin Ext B

Value	Count	Frequency (%)
ƒ	36	100.0%

sub_object_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	182
Distinct (%)	0.2%
Missing	308674
Missing (%)	77.1%
Memory size	17.2 MiB

Extra Duty Pay/Overtime For Support Personnel	9159
Certificated Employees Salaries And Wages	8720
Salaries And Wages For Teachers And Other Professi	7285
Salaries And Wages For Substitute Teachers	6327
General Supplies *	5829
Other values (177)	54283

Length

Max length	62
Median length	37
Mean length	31.6275777
Min length	3

Characters and Unicode

Total characters	2897181
Distinct characters	61
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30 ?
Unique (%)	< 0.1%

Sample

1st row	Equipment *
2nd row	Certificated Employees Salaries And Wages
3rd row	Salaries And Wages For Substitute Teachers
4th row	Travel Mileage/Meeting Expense *
5th row	Purchased Services

Common Values

Value	Count	Frequency (%)
Extra Duty Pay/Overtime For Support Personnel	9159	2.3%
Certificated Employees Salaries And Wages	8720	2.2%
Salaries And Wages For Teachers And Other Professi	7285	1.8%
Salaries And Wages For Substitute Teachers	6327	1.6%
General Supplies *	5829	1.5%
Salaries Or Wages For Support Personnel	4824	1.2%
Supplies And Materials	3195	0.8%
Extended Day	3045	0.8%
Extra Duty Wages	2730	0.7%
Purchased Services	2534	0.6%
Other values (172)	37955	9.5%
(Missing)	308674	77.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	45090	11.0%
wages	34216	8.3%
salaries	31486	7.7%
for	28718	7.0%
	24804	6.0%
personnel	15484	3.8%
support	15484	3.8%
teachers	13911	3.4%
supplies	12958	3.2%
extra	12084	2.9%
Other values (265)	176923	43.0%

Most occurring characters

Value	Count	Frequency (%)
e	350961	12.1%
	320599	11.1%
r	220795	7.6%
a	209049	7.2%
s	189968	6.6%
t	150081	5.2%
i	144138	5.0%
n	128855	4.4%
l	109893	3.8%
o	107972	3.7%
Other values (51)	964870	33.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2132840	73.6%
Uppercase Letter	399495	13.8%
Space Separator	320599	11.1%
Other Punctuation	31659	1.1%
Dash Punctuation	7208	0.2%
Open Punctuation	2695	0.1%
Close Punctuation	2211	0.1%
Math Symbol	474	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	350961	16.5%
r	220795	10.4%
a	209049	9.8%
s	189968	8.9%
t	150081	7.0%
i	144138	6.8%
n	128855	6.0%
l	109893	5.2%
o	107972	5.1%
d	82904	3.9%
Other values (16)	438224	20.5%

Uppercase Letter

Value	Count	Frequency (%)
S	80190	20.1%
A	47795	12.0%
P	44063	11.0%
W	37050	9.3%
E	33371	8.4%
F	31429	7.9%
O	27892	7.0%
T	27426	6.9%
C	18882	4.7%
D	15549	3.9%
Other values (15)	35848	9.0%

Other Punctuation

Value	Count	Frequency (%)
*	18351	58.0%
/	12013	37.9%
,	1163	3.7%
&	76	0.2%
"	56	0.2%

Space Separator

Value	Count	Frequency (%)
	320599	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7208	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2695	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2211	100.0%

Math Symbol

Value	Count	Frequency (%)
>	474	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2532335	87.4%
Common	364846	12.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	350961	13.9%
r	220795	8.7%
a	209049	8.3%
s	189968	7.5%
t	150081	5.9%
i	144138	5.7%
n	128855	5.1%
l	109893	4.3%
o	107972	4.3%
d	82904	3.3%
Other values (41)	837719	33.1%

Common

Value	Count	Frequency (%)
	320599	87.9%
*	18351	5.0%
/	12013	3.3%
-	7208	2.0%
(	2695	0.7%
)	2211	0.6%
,	1163	0.3%
>	474	0.1%
&	76	< 0.1%
"	56	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2897181	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	350961	12.1%
	320599	11.1%
r	220795	7.6%
a	209049	7.2%
s	189968	6.6%
t	150081	5.2%
i	144138	5.0%
n	128855	4.4%
l	109893	3.8%
o	107972	3.7%
Other values (51)	964870	33.3%

location_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	354
Distinct (%)	0.2%
Missing	238223
Missing (%)	59.5%
Memory size	18.3 MiB

School	65524
ADMIN. SERVICES	7749
Unallocated	6005
SPECIAL EDUCATION	5485
Undistributed	5309
Other values (349)	71982

Length

Max length	42
Median length	11
Mean length	14.47584139
Min length	3

Characters and Unicode

Total characters	2345868
Distinct characters	56
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26 ?
Unique (%)	< 0.1%

Sample

1st row	DISTRICT WIDE ORGANIZATION UNI
2nd row	CHARTER
3rd row	School
4th row	School
5th row	SAFETY AND SECURITY DIVISION

Common Values

Value	Count	Frequency (%)
School	65524	16.4%
ADMIN. SERVICES	7749	1.9%
Unallocated	6005	1.5%
SPECIAL EDUCATION	5485	1.4%
Undistributed	5309	1.3%
District Wide Resources	3626	0.9%
OPPORTUNITY SCHOOL	3044	0.8%
TRANSPORTATION	2788	0.7%
TEACHER LEARNING & LEADERSHIP	2482	0.6%
Summer School	2339	0.6%
Other values (344)	57703	14.4%
(Missing)	238223	59.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
school	75382	25.4%
services	13381	4.5%
	11518	3.9%
education	10636	3.6%
admin	7768	2.6%
unallocated	6005	2.0%
special	5574	1.9%
undistributed	5309	1.8%
and	4978	1.7%
resources	4968	1.7%
Other values (412)	150749	50.9%

Most occurring characters

Value	Count	Frequency (%)
	299665	12.8%
S	179107	7.6%
E	163283	7.0%
o	150316	6.4%
I	119289	5.1%
A	109923	4.7%
T	101724	4.3%
R	101187	4.3%
O	98425	4.2%
N	96555	4.1%
Other values (46)	926394	39.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1436369	61.2%
Lowercase Letter	582148	24.8%
Space Separator	299665	12.8%
Other Punctuation	20677	0.9%
Dash Punctuation	6844	0.3%
Open Punctuation	79	< 0.1%
Close Punctuation	73	< 0.1%
Decimal Number	13	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	179107	12.5%
E	163283	11.4%
I	119289	8.3%
A	109923	7.7%
T	101724	7.1%
R	101187	7.0%
O	98425	6.9%
N	96555	6.7%
C	92910	6.5%
D	64201	4.5%
Other values (16)	309765	21.6%

Lowercase Letter

Value	Count	Frequency (%)
o	150316	25.8%
c	82472	14.2%
l	80557	13.8%
h	67910	11.7%
t	28622	4.9%
i	27489	4.7%
e	27338	4.7%
d	22455	3.9%
r	19333	3.3%
s	18570	3.2%
Other values (10)	57086	9.8%

Other Punctuation

Value	Count	Frequency (%)
.	8208	39.7%
&	7343	35.5%
/	4958	24.0%
,	129	0.6%
'	39	0.2%

Space Separator

Value	Count	Frequency (%)
	299665	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6844	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	79	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	73	100.0%

Decimal Number

Value	Count	Frequency (%)
8	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2018517	86.0%
Common	327351	14.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	179107	8.9%
E	163283	8.1%
o	150316	7.4%
I	119289	5.9%
A	109923	5.4%
T	101724	5.0%
R	101187	5.0%
O	98425	4.9%
N	96555	4.8%
C	92910	4.6%
Other values (36)	805798	39.9%

Common

Value	Count	Frequency (%)
	299665	91.5%
.	8208	2.5%
&	7343	2.2%
-	6844	2.1%
/	4958	1.5%
,	129	< 0.1%
(	79	< 0.1%
)	73	< 0.1%
'	39	< 0.1%
8	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2345868	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	299665	12.8%
S	179107	7.6%
E	163283	7.0%
o	150316	6.4%
I	119289	5.1%
A	109923	4.7%
T	101724	4.3%
R	101187	4.3%
O	98425	4.2%
N	96555	4.1%
Other values (46)	926394	39.5%

fte
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	21003
Distinct (%)	16.7%
Missing	274206
Missing (%)	68.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.4267939847

Minimum	-0.08755063657
Maximum	46.8
Zeros	31338
Zeros (%)	7.8%
Negative	51
Negative (%)	< 0.1%
Memory size	3.1 MiB

Quantile statistics

Minimum	-0.08755063657
5-th percentile	0
Q1	0.0007918519478
median	0.1309267241
Q3	1
95-th percentile	1
Maximum	46.8
Range	46.88755064
Interquartile range (IQR)	0.9992081481

Descriptive statistics

Standard deviation	0.5735755013
Coefficient of variation (CV)	1.343916554
Kurtosis	1172.951126
Mean	0.4267939847
Median Absolute Deviation (MAD)	0.1309267241
Skewness	19.27369781
Sum	53806.34445
Variance	0.3289888556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	35788	8.9%
0	31338	7.8%
0.004310344828	8130	2.0%
0.002155172414	2735	0.7%
0.008620689655	2293	0.6%
0.025	2020	0.5%
0.5	1825	0.5%
0.01293103448	941	0.2%
0.006465517241	712	0.2%
0.01724137931	479	0.1%
Other values (20993)	39810	9.9%
(Missing)	274206	68.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.08755063657	1	< 0.1%
-0.08333574388	1	< 0.1%
-0.06793578943	1	< 0.1%
-0.0612244898	1	< 0.1%
-0.05434779326	1	< 0.1%
-0.04167114006	1	< 0.1%
-0.03886915615	1	< 0.1%
-0.038298	1	< 0.1%
-0.03042857143	1	< 0.1%
-0.03020339672	1	< 0.1%

Value	Count	Frequency (%)
46.8	1	< 0.1%
45.6	1	< 0.1%
40.2	1	< 0.1%
34.2	1	< 0.1%
31.1	1	< 0.1%
27	1	< 0.1%
24.6	1	< 0.1%
23.1	1	< 0.1%
22.8	1	< 0.1%
22.5	1	< 0.1%

function_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	687
Distinct (%)	0.2%
Missing	58082
Missing (%)	14.5%
Memory size	27.1 MiB

NON-PROJECT	76890
Instruction	27008
UNALLOC BUDGETS/SCHOOLS	16616
BASIC (FEFP K-12)	13317
EMPLOYEE RETIREMENT	13073
Other values (682)	195291

Length

Max length	64
Median length	19
Mean length	20.49312819
Min length	3

Characters and Unicode

Total characters	7012646
Distinct characters	66
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	91 ?
Unique (%)	< 0.1%

Sample

1st row	RGN GOB
2nd row	UNALLOC BUDGETS/SCHOOLS
3rd row	NON-PROJECT
4th row	NON-PROJECT
5th row	NON-PROJECT

Common Values

Value	Count	Frequency (%)
NON-PROJECT	76890	19.2%
Instruction	27008	6.7%
UNALLOC BUDGETS/SCHOOLS	16616	4.2%
BASIC (FEFP K-12)	13317	3.3%
EMPLOYEE RETIREMENT	13073	3.3%
INSTRUCTION	12924	3.2%
Disadvantaged Youth *	7814	2.0%
ELA E-TEACHING SHELTERED ENG	6311	1.6%
Instruction And Curriculum Development Services *	5235	1.3%
INST STAFF TRAINING SVCS	4957	1.2%
Other values (677)	158050	39.5%
(Missing)	58082	14.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
non-project	76890	9.0%
	61809	7.2%
instruction	47488	5.5%
services	41125	4.8%
and	24465	2.9%
unalloc	16616	1.9%
budgets/schools	16616	1.9%
title	14774	1.7%
k-12	13949	1.6%
basic	13393	1.6%
Other values (814)	528738	61.8%

Most occurring characters

Value	Count	Frequency (%)
	941095	13.4%
E	470468	6.7%
N	369821	5.3%
O	354388	5.1%
T	347269	5.0%
I	297030	4.2%
S	267232	3.8%
R	263198	3.8%
C	262678	3.7%
A	244096	3.5%
Other values (56)	3195371	45.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3948389	56.3%
Lowercase Letter	1840944	26.3%
Space Separator	941095	13.4%
Dash Punctuation	140629	2.0%
Other Punctuation	72422	1.0%
Decimal Number	27901	0.4%
Open Punctuation	20628	0.3%
Close Punctuation	20628	0.3%
Math Symbol	10	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	470468	11.9%
N	369821	9.4%
O	354388	9.0%
T	347269	8.8%
I	297030	7.5%
S	267232	6.8%
R	263198	6.7%
C	262678	6.7%
A	244096	6.2%
P	181367	4.6%
Other values (16)	890842	22.6%

Lowercase Letter

Value	Count	Frequency (%)
n	193033	10.5%
i	191438	10.4%
t	184381	10.0%
e	175948	9.6%
r	160226	8.7%
o	129867	7.1%
c	126318	6.9%
u	115187	6.3%
s	113062	6.1%
a	101084	5.5%
Other values (15)	350400	19.0%

Other Punctuation

Value	Count	Frequency (%)
*	35211	48.6%
/	21129	29.2%
.	6342	8.8%
"	3366	4.6%
,	3268	4.5%
&	3094	4.3%
'	10	< 0.1%
:	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
2	13951	50.0%
1	13950	50.0%

Space Separator

Value	Count	Frequency (%)
	941095	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	140629	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	20628	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	20628	100.0%

Math Symbol

Value	Count	Frequency (%)
+	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5789333	82.6%
Common	1223313	17.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	470468	8.1%
N	369821	6.4%
O	354388	6.1%
T	347269	6.0%
I	297030	5.1%
S	267232	4.6%
R	263198	4.5%
C	262678	4.5%
A	244096	4.2%
n	193033	3.3%
Other values (41)	2720120	47.0%

Common

Value	Count	Frequency (%)
	941095	76.9%
-	140629	11.5%
*	35211	2.9%
/	21129	1.7%
(	20628	1.7%
)	20628	1.7%
2	13951	1.1%
1	13950	1.1%
.	6342	0.5%
"	3366	0.3%
Other values (5)	6384	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7012646	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	941095	13.4%
E	470468	6.7%
N	369821	5.3%
O	354388	5.1%
T	347269	5.0%
I	297030	4.2%
S	267232	3.8%
R	263198	3.8%
C	262678	3.7%
A	244096	3.5%
Other values (56)	3195371	45.6%

facility_or_department
Categorical

HIGH CARDINALITY
MISSING

Distinct	179
Distinct (%)	0.3%
Missing	346391
Missing (%)	86.5%
Memory size	14.6 MiB

All Campus Payroll	17697
Instruction And Curriculum	13815
Transportation Department	5542
Child Nutrition	3405
Custodial Department	2173
Other values (174)	11254

Length

Max length	43
Median length	20
Mean length	21.48090413
Min length	3

Characters and Unicode

Total characters	1157520
Distinct characters	57
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26 ?
Unique (%)	< 0.1%

Sample

1st row	POSITION CONTROL POOLS
2nd row	All Campus Payroll
3rd row	Transportation Department
4th row	Transportation Department
5th row	Custodial Department

Common Values

Value	Count	Frequency (%)
All Campus Payroll	17697	4.4%
Instruction And Curriculum	13815	3.5%
Transportation Department	5542	1.4%
Child Nutrition	3405	0.9%
Custodial Department	2173	0.5%
Athletic Department	773	0.2%
Instruction and Curriculum	722	0.2%
Finance Department	474	0.1%
WRITING TEAMS	438	0.1%
Performing Arts Department	384	0.1%
Other values (169)	8463	2.1%
(Missing)	346391	86.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
campus	17954	12.5%
payroll	17790	12.4%
all	17697	12.3%
and	15455	10.8%
curriculum	14790	10.3%
instruction	14736	10.3%
department	10606	7.4%
transportation	5587	3.9%
child	3405	2.4%
nutrition	3405	2.4%
Other values (239)	21897	15.3%

Most occurring characters

Value	Count	Frequency (%)
	111157	9.6%
l	93994	8.1%
r	91679	7.9%
u	83982	7.3%
t	77268	6.7%
n	76135	6.6%
a	65557	5.7%
i	54770	4.7%
o	53606	4.6%
m	45396	3.9%
Other values (47)	403976	34.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	832016	71.9%
Uppercase Letter	212420	18.4%
Space Separator	111157	9.6%
Other Punctuation	1500	0.1%
Dash Punctuation	170	< 0.1%
Open Punctuation	138	< 0.1%
Close Punctuation	119	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	93994	11.3%
r	91679	11.0%
u	83982	10.1%
t	77268	9.3%
n	76135	9.2%
a	65557	7.9%
i	54770	6.6%
o	53606	6.4%
m	45396	5.5%
s	43965	5.3%
Other values (14)	145664	17.5%

Uppercase Letter

Value	Count	Frequency (%)
C	44693	21.0%
A	40815	19.2%
I	22390	10.5%
P	20951	9.9%
T	14321	6.7%
D	12853	6.1%
N	9299	4.4%
E	8844	4.2%
S	8152	3.8%
R	5614	2.6%
Other values (13)	24488	11.5%

Other Punctuation

Value	Count	Frequency (%)
"	817	54.5%
,	405	27.0%
'	78	5.2%
&	74	4.9%
/	70	4.7%
:	56	3.7%

Space Separator

Value	Count	Frequency (%)
	111157	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	138	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	119	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1044436	90.2%
Common	113084	9.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	93994	9.0%
r	91679	8.8%
u	83982	8.0%
t	77268	7.4%
n	76135	7.3%
a	65557	6.3%
i	54770	5.2%
o	53606	5.1%
m	45396	4.3%
C	44693	4.3%
Other values (37)	357356	34.2%

Common

Value	Count	Frequency (%)
	111157	98.3%
"	817	0.7%
,	405	0.4%
-	170	0.2%
(	138	0.1%
)	119	0.1%
'	78	0.1%
&	74	0.1%
/	70	0.1%
:	56	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1157520	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	111157	9.6%
l	93994	8.1%
r	91679	7.9%
u	83982	7.3%
t	77268	6.7%
n	76135	6.6%
a	65557	5.7%
i	54770	4.7%
o	53606	4.6%
m	45396	3.9%
Other values (47)	403976	34.9%

position_extra
Categorical

HIGH CARDINALITY
MISSING

Distinct	580
Distinct (%)	0.2%
Missing	135513
Missing (%)	33.9%
Memory size	23.6 MiB

PROFESSIONAL-INSTRUCTIONAL	92136
UNDESIGNATED	48273
CRAFTS, TRADES, AND SERVICES	13015
PARAPROFESSIONAL	12639
TEACHER BACHELOR	11875
Other values (575)	86826

Length

Max length	40
Median length	20
Mean length	20.01482075
Min length	4

Characters and Unicode

Total characters	5299204
Distinct characters	59
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	67 ?
Unique (%)	< 0.1%

Sample

1st row	KINDERGARTEN
2nd row	UNDESIGNATED
3rd row	TEACHER
4th row	PROFESSIONAL-INSTRUCTIONAL
5th row	PROFESSIONAL-INSTRUCTIONAL

Common Values

Value	Count	Frequency (%)
PROFESSIONAL-INSTRUCTIONAL	92136	23.0%
UNDESIGNATED	48273	12.1%
CRAFTS, TRADES, AND SERVICES	13015	3.3%
PARAPROFESSIONAL	12639	3.2%
TEACHER BACHELOR	11875	3.0%
SUBSTITUTE TEACHER	9622	2.4%
OFFICE/ADMINISTRATIVE SUPPORT	6437	1.6%
PROFESSIONAL-OTHER	5842	1.5%
TEACHER MASTER	5114	1.3%
BUS DRIVER	4962	1.2%
Other values (570)	54849	13.7%
(Missing)	135513	33.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
professional-instructional	92136	21.5%
undesignated	48273	11.3%
teacher	32469	7.6%
substitute	17448	4.1%
and	13901	3.2%
services	13499	3.2%
trades	13015	3.0%
crafts	13015	3.0%
paraprofessional	12639	3.0%
bachelor	11875	2.8%
Other values (502)	160074	37.4%

Most occurring characters

Value	Count	Frequency (%)
S	524512	9.9%
I	468374	8.8%
E	458880	8.7%
N	442619	8.4%
A	436945	8.2%
T	422069	8.0%
R	395264	7.5%
O	381348	7.2%
L	241346	4.6%
C	215182	4.1%
Other values (49)	1312665	24.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4908200	92.6%
Space Separator	197480	3.7%
Dash Punctuation	102364	1.9%
Lowercase Letter	50966	1.0%
Other Punctuation	38320	0.7%
Decimal Number	1668	< 0.1%
Open Punctuation	103	< 0.1%
Close Punctuation	103	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	524512	10.7%
I	468374	9.5%
E	458880	9.3%
N	442619	9.0%
A	436945	8.9%
T	422069	8.6%
R	395264	8.1%
O	381348	7.8%
L	241346	4.9%
C	215182	4.4%
Other values (16)	921661	18.8%

Lowercase Letter

Value	Count	Frequency (%)
d	11780	23.1%
e	8060	15.8%
r	7866	15.4%
a	5972	11.7%
l	4560	8.9%
n	4030	7.9%
t	2307	4.5%
i	1919	3.8%
x	1917	3.8%
g	1917	3.8%
Other values (8)	638	1.3%

Decimal Number

Value	Count	Frequency (%)
2	484	29.0%
3	318	19.1%
1	295	17.7%
5	289	17.3%
4	258	15.5%
9	17	1.0%
6	7	0.4%

Other Punctuation

Value	Count	Frequency (%)
,	26498	69.1%
/	9119	23.8%
.	1360	3.5%
&	1343	3.5%

Space Separator

Value	Count	Frequency (%)
	197480	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	102364	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	103	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	103	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4959166	93.6%
Common	340038	6.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	524512	10.6%
I	468374	9.4%
E	458880	9.3%
N	442619	8.9%
A	436945	8.8%
T	422069	8.5%
R	395264	8.0%
O	381348	7.7%
L	241346	4.9%
C	215182	4.3%
Other values (34)	972627	19.6%

Common

Value	Count	Frequency (%)
	197480	58.1%
-	102364	30.1%
,	26498	7.8%
/	9119	2.7%
.	1360	0.4%
&	1343	0.4%
2	484	0.1%
3	318	0.1%
1	295	0.1%
5	289	0.1%
Other values (5)	488	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5299204	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	524512	9.9%
I	468374	8.8%
E	458880	8.7%
N	442619	8.4%
A	436945	8.2%
T	422069	8.0%
R	395264	7.5%
O	381348	7.2%
L	241346	4.6%
C	215182	4.1%
Other values (49)	1312665	24.8%

total
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED

Distinct	286430
Distinct (%)	72.4%
Missing	4555
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	13105.85683

Minimum	-87466307.15
Maximum	129699999.2
Zeros	46
Zeros (%)	< 0.1%
Negative	43870
Negative (%)	11.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	-87466307.15
5-th percentile	-706.9685
Q1	73.7977
median	461.23
Q3	3652.6625
95-th percentile	64813.34174
Maximum	129699999.2
Range	217166306.4
Interquartile range (IQR)	3578.8648

Descriptive statistics

Standard deviation	368225.3924
Coefficient of variation (CV)	28.09624714
Kurtosis	51040.80173
Mean	13105.85683
Median Absolute Deviation (MAD)	471.9874
Skewness	100.3197995
Sum	5186275876
Variance	1.355899396 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.22	61	< 0.1%
0.12	55	< 0.1%
-0.1	55	< 0.1%
0.21	54	< 0.1%
0.06	54	< 0.1%
0.09	52	< 0.1%
-0.03	52	< 0.1%
0.24	51	< 0.1%
109.9979385	51	< 0.1%
0.28	51	< 0.1%
Other values (286420)	395186	98.7%
(Missing)	4555	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-87466307.15	1	< 0.1%
-47890569.54	1	< 0.1%
-26464999.51	1	< 0.1%
-23999999.99	1	< 0.1%
-23999663.97	1	< 0.1%
-22699999.68	1	< 0.1%
-12159238.06	1	< 0.1%
-6417510.63	1	< 0.1%
-5779383.85	1	< 0.1%
-5643908.4	1	< 0.1%

Value	Count	Frequency (%)
129699999.2	1	< 0.1%
53237974.89	1	< 0.1%
47890568.71	1	< 0.1%
39564458.63	1	< 0.1%
36450944.43	1	< 0.1%
28251184.28	1	< 0.1%
27623683.92	1	< 0.1%
26464999.73	1	< 0.1%
26181208.89	1	< 0.1%
25162929.66	1	< 0.1%

program_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	421
Distinct (%)	0.1%
Missing	95617
Missing (%)	23.9%
Memory size	26.5 MiB

GENERAL ELEMENTARY EDUCATION	32829
EMPLOYEE BENEFITS	32669
INSTRUCTIONAL STAFF TRAINING	21521
Undistributed	18547
Instruction - Regular	13825
Other values (416)	185269

Length

Max length	123
Median length	25
Mean length	24.26858137
Min length	2

Characters and Unicode

Total characters	7393666
Distinct characters	67
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	< 0.1%

Sample

1st row	KINDERGARTEN
2nd row	BUILDING IMPROVEMENT SERVICES
3rd row	Instruction - Regular
4th row	GENERAL MIDDLE/JUNIOR HIGH SCH
5th row	GENERAL HIGH SCHOOL EDUCATION

Common Values

Value	Count	Frequency (%)
GENERAL ELEMENTARY EDUCATION	32829	8.2%
EMPLOYEE BENEFITS	32669	8.2%
INSTRUCTIONAL STAFF TRAINING	21521	5.4%
Undistributed	18547	4.6%
Instruction - Regular	13825	3.5%
Misc	13143	3.3%
GENERAL HIGH SCHOOL EDUCATION	10625	2.7%
Basic Educational Services	10593	2.6%
"Title I, Part A Schoolwide Activities Related To State Comp	8520	2.1%
GENERAL MIDDLE/JUNIOR HIGH SCH	7179	1.8%
Other values (411)	135209	33.8%
(Missing)	95617	23.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
education	70865	7.7%
general	60866	6.6%
	35454	3.9%
elementary	34249	3.7%
services	33644	3.7%
benefits	32669	3.6%
employee	32669	3.6%
staff	25257	2.8%
instruction	23492	2.6%
instructional	22950	2.5%
Other values (560)	543529	59.4%

Most occurring characters

Value	Count	Frequency (%)
E	688744	9.3%
	625168	8.5%
I	416433	5.6%
A	402471	5.4%
N	387010	5.2%
R	365377	4.9%
T	359796	4.9%
S	322943	4.4%
O	302475	4.1%
L	251910	3.4%
Other values (57)	3271339	44.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4936065	66.8%
Lowercase Letter	1688779	22.8%
Space Separator	625168	8.5%
Dash Punctuation	66429	0.9%
Other Punctuation	45755	0.6%
Decimal Number	21289	0.3%
Open Punctuation	5089	0.1%
Close Punctuation	5089	0.1%
Math Symbol	3	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	688744	14.0%
I	416433	8.4%
A	402471	8.2%
N	387010	7.8%
R	365377	7.4%
T	359796	7.3%
S	322943	6.5%
O	302475	6.1%
L	251910	5.1%
C	230903	4.7%
Other values (16)	1208003	24.5%

Lowercase Letter

Value	Count	Frequency (%)
i	219219	13.0%
t	204232	12.1%
e	159529	9.4%
a	122628	7.3%
c	119013	7.0%
s	116224	6.9%
n	111735	6.6%
r	107082	6.3%
o	99614	5.9%
u	96280	5.7%
Other values (14)	333223	19.7%

Other Punctuation

Value	Count	Frequency (%)
/	16567	36.2%
,	12210	26.7%
"	8520	18.6%
&	5637	12.3%
'	1806	3.9%
:	561	1.2%
.	454	1.0%

Decimal Number

Value	Count	Frequency (%)
8	8353	39.2%
1	3667	17.2%
2	3667	17.2%
9	3156	14.8%
6	2446	11.5%

Space Separator

Value	Count	Frequency (%)
	625168	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	66429	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5089	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5089	100.0%

Math Symbol

Value	Count	Frequency (%)
+	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6624844	89.6%
Common	768822	10.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	688744	10.4%
I	416433	6.3%
A	402471	6.1%
N	387010	5.8%
R	365377	5.5%
T	359796	5.4%
S	322943	4.9%
O	302475	4.6%
L	251910	3.8%
C	230903	3.5%
Other values (40)	2896782	43.7%

Common

Value	Count	Frequency (%)
	625168	81.3%
-	66429	8.6%
/	16567	2.2%
,	12210	1.6%
"	8520	1.1%
8	8353	1.1%
&	5637	0.7%
(	5089	0.7%
)	5089	0.7%
1	3667	0.5%
Other values (7)	12093	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7393666	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	688744	9.3%
	625168	8.5%
I	416433	5.6%
A	402471	5.4%
N	387010	5.2%
R	365377	4.9%
T	359796	4.9%
S	322943	4.4%
O	302475	4.1%
L	251910	3.4%
Other values (57)	3271339	44.2%

fund_description
Categorical

HIGH CARDINALITY
MISSING

Distinct	141
Distinct (%)	0.1%
Missing	197400
Missing (%)	49.3%
Memory size	22.0 MiB

General Operating Fund	33467
General Fund	29036
GENERAL FUND	28176
General Purpose School	20333
Title I - Disadvantaged Children/Targeted Assistance	19967
Other values (136)	71898

Length

Max length	66
Median length	22
Mean length	25.46656348
Min length	7

Characters and Unicode

Total characters	5166580
Distinct characters	63
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	14 ?
Unique (%)	< 0.1%

Sample

1st row	General Fund
2nd row	General Purpose School
3rd row	LOCAL FUND
4th row	School to Work
5th row	General Fund

Common Values

Value	Count	Frequency (%)
General Operating Fund	33467	8.4%
General Fund	29036	7.3%
GENERAL FUND	28176	7.0%
General Purpose School	20333	5.1%
Title I - Disadvantaged Children/Targeted Assistance	19967	5.0%
General	7877	2.0%
"Title Part A Improving Basic Programs"	6885	1.7%
Special Trust	6335	1.6%
School Federal Projects	5424	1.4%
FED THRU STATE-CASH ADVANCE	3544	0.9%
Other values (131)	41833	10.5%
(Missing)	197400	49.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
general	118945	18.7%
fund	97336	15.3%
school	33665	5.3%
operating	33467	5.2%
title	32732	5.1%
	22254	3.5%
i	21656	3.4%
purpose	20351	3.2%
assistance	19984	3.1%
disadvantaged	19967	3.1%
Other values (226)	217406	34.1%

Most occurring characters

Value	Count	Frequency (%)
	1033092	20.0%
e	440957	8.5%
a	316666	6.1%
n	302072	5.8%
r	275016	5.3%
l	215035	4.2%
i	197068	3.8%
t	196119	3.8%
d	173033	3.3%
s	154762	3.0%
Other values (53)	1862760	36.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2966133	57.4%
Uppercase Letter	1101997	21.3%
Space Separator	1033092	20.0%
Other Punctuation	36315	0.7%
Dash Punctuation	26841	0.5%
Decimal Number	1224	< 0.1%
Open Punctuation	489	< 0.1%
Close Punctuation	489	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	125149	11.4%
F	120449	10.9%
E	92594	8.4%
A	90138	8.2%
T	80296	7.3%
N	77369	7.0%
S	74681	6.8%
D	65679	6.0%
P	53341	4.8%
O	51959	4.7%
Other values (15)	270342	24.5%

Lowercase Letter

Value	Count	Frequency (%)
e	440957	14.9%
a	316666	10.7%
n	302072	10.2%
r	275016	9.3%
l	215035	7.2%
i	197068	6.6%
t	196119	6.6%
d	173033	5.8%
s	154762	5.2%
o	146243	4.9%
Other values (15)	549162	18.5%

Other Punctuation

Value	Count	Frequency (%)
/	19968	55.0%
"	13922	38.3%
,	790	2.2%
&	674	1.9%
.	584	1.6%
:	375	1.0%
'	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	612	50.0%
2	612	50.0%

Space Separator

Value	Count	Frequency (%)
	1033092	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26841	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	489	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	489	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4068130	78.7%
Common	1098450	21.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	440957	10.8%
a	316666	7.8%
n	302072	7.4%
r	275016	6.8%
l	215035	5.3%
i	197068	4.8%
t	196119	4.8%
d	173033	4.3%
s	154762	3.8%
o	146243	3.6%
Other values (40)	1651159	40.6%

Common

Value	Count	Frequency (%)
	1033092	94.0%
-	26841	2.4%
/	19968	1.8%
"	13922	1.3%
,	790	0.1%
&	674	0.1%
1	612	0.1%
2	612	0.1%
.	584	0.1%
(	489	< 0.1%
Other values (3)	866	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5166580	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1033092	20.0%
e	440957	8.5%
a	316666	6.1%
n	302072	5.8%
r	275016	5.3%
l	215035	4.2%
i	197068	3.8%
t	196119	3.8%
d	173033	3.3%
s	154762	3.0%
Other values (53)	1862760	36.1%

text_1
Categorical

HIGH CARDINALITY
MISSING

Distinct	1423
Distinct (%)	0.5%
Missing	107992
Missing (%)	27.0%
Memory size	24.4 MiB

REGULAR INSTRUCTION	64896
EMPLOYEE BENEFITS	32669
INSTRUCTIONAL STAFF	30592
REGULAR PAY	18609
SPECIAL EDUCATION	9778
Other values (1418)	135741

Length

Max length	45
Median length	19
Mean length	18.83507535
Min length	1

Characters and Unicode

Total characters	5505210
Distinct characters	68
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	138 ?
Unique (%)	< 0.1%

Sample

1st row	BUILDING IMPROVEMENT SERVICES
2nd row	REGULAR INSTRUCTION
3rd row	REGULAR INSTRUCTION
4th row	EMPLOYEE BENEFITS
5th row	UNDESIGNATED

Common Values

Value	Count	Frequency (%)
REGULAR INSTRUCTION	64896	16.2%
EMPLOYEE BENEFITS	32669	8.2%
INSTRUCTIONAL STAFF	30592	7.6%
REGULAR PAY	18609	4.6%
SPECIAL EDUCATION	9778	2.4%
OPERATION AND MAINT OF PLANT	9161	2.3%
FOOD SERVICES OPERATIONS	5857	1.5%
SCHOOL ADMINISTRATION	5575	1.4%
STUDENTS	4864	1.2%
CENTRAL	4858	1.2%
Other values (1413)	105426	26.3%
(Missing)	107992	27.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
regular	86218	13.0%
instruction	65024	9.8%
employee	32669	4.9%
benefits	32669	4.9%
staff	30747	4.6%
instructional	30617	4.6%
pay	18856	2.8%
title	17787	2.7%
i	15652	2.4%
school	15243	2.3%
Other values (1695)	320148	48.1%

Most occurring characters

Value	Count	Frequency (%)
	655466	11.9%
E	506450	9.2%
T	495636	9.0%
I	453280	8.2%
N	403069	7.3%
R	393286	7.1%
A	389688	7.1%
O	319812	5.8%
S	315761	5.7%
L	273787	5.0%
Other values (58)	1298975	23.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4810426	87.4%
Space Separator	655466	11.9%
Dash Punctuation	18019	0.3%
Lowercase Letter	12257	0.2%
Other Punctuation	7873	0.1%
Math Symbol	778	< 0.1%
Open Punctuation	165	< 0.1%
Close Punctuation	145	< 0.1%
Decimal Number	81	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	506450	10.5%
T	495636	10.3%
I	453280	9.4%
N	403069	8.4%
R	393286	8.2%
A	389688	8.1%
O	319812	6.6%
S	315761	6.6%
L	273787	5.7%
U	244853	5.1%
Other values (16)	1014804	21.1%

Lowercase Letter

Value	Count	Frequency (%)
t	2561	20.9%
s	1753	14.3%
o	1653	13.5%
r	988	8.1%
g	903	7.4%
a	695	5.7%
i	636	5.2%
e	630	5.1%
n	574	4.7%
l	340	2.8%
Other values (14)	1524	12.4%

Other Punctuation

Value	Count	Frequency (%)
/	4833	61.4%
&	1043	13.2%
,	699	8.9%
.	661	8.4%
:	403	5.1%
'	108	1.4%
@	102	1.3%
;	23	0.3%
?	1	< 0.1%

Decimal Number

Value	Count	Frequency (%)
3	39	48.1%
2	19	23.5%
1	12	14.8%
6	11	13.6%

Space Separator

Value	Count	Frequency (%)
	655466	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18019	100.0%

Math Symbol

Value	Count	Frequency (%)
+	778	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	165	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	145	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4822683	87.6%
Common	682527	12.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	506450	10.5%
T	495636	10.3%
I	453280	9.4%
N	403069	8.4%
R	393286	8.2%
A	389688	8.1%
O	319812	6.6%
S	315761	6.5%
L	273787	5.7%
U	244853	5.1%
Other values (40)	1027061	21.3%

Common

Value	Count	Frequency (%)
	655466	96.0%
-	18019	2.6%
/	4833	0.7%
&	1043	0.2%
+	778	0.1%
,	699	0.1%
.	661	0.1%
:	403	0.1%
(	165	< 0.1%
)	145	< 0.1%
Other values (8)	315	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5505210	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	655466	11.9%
E	506450	9.2%
T	495636	9.0%
I	453280	8.2%
N	403069	7.3%
R	393286	7.1%
A	389688	7.1%
O	319812	5.8%
S	315761	5.7%
L	273787	5.0%
Other values (58)	1298975	23.6%

fte
total

fte
total

fte
total

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	function	use	sharing	reporting	student_type	position_type	object_type	pre_k	operating_status	object_description	text_2	subfund_description	job_title_description	text_3	text_4	sub_object_description	location_description	fte	function_description	facility_or_department	position_extra	total	program_description	fund_description	text_1
0	Teacher Compensation	Instruction	School Reported	School	NO_LABEL	Teacher	NO_LABEL	NO_LABEL	PreK-12 Operating	NaN	NaN	NaN	Teacher-Elementary	NaN	NaN	NaN	NaN	1.0	NaN	NaN	KINDERGARTEN	50471.810	KINDERGARTEN	General Fund	NaN
1	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	Non-Operating	CONTRACTOR SERVICES	BOND EXPENDITURES	BUILDING FUND	(blank)	Regular	NaN	NaN	NaN	NaN	RGN GOB	NaN	UNDESIGNATED	3477.860	BUILDING IMPROVEMENT SERVICES	NaN	BUILDING IMPROVEMENT SERVICES
2	Teacher Compensation	Instruction	School Reported	School	Unspecified	Teacher	Base Salary/Compensation	Non PreK	PreK-12 Operating	Personal Services - Teachers	NaN	NaN	TCHER 2ND GRADE	NaN	Regular Instruction	NaN	NaN	1.0	NaN	NaN	TEACHER	62237.130	Instruction - Regular	General Purpose School	NaN
3	Substitute Compensation	Instruction	School Reported	School	Unspecified	Substitute	Benefits	NO_LABEL	PreK-12 Operating	EMPLOYEE BENEFITS	TEACHER SUBS	GENERAL FUND	Teacher, Short Term Sub	Regular	NaN	NaN	NaN	NaN	UNALLOC BUDGETS/SCHOOLS	NaN	PROFESSIONAL-INSTRUCTIONAL	22.300	GENERAL MIDDLE/JUNIOR HIGH SCH	NaN	REGULAR INSTRUCTION
4	Substitute Compensation	Instruction	School Reported	School	Unspecified	Teacher	Substitute Compensation	NO_LABEL	PreK-12 Operating	TEACHER COVERAGE FOR TEACHER	TEACHER SUBS	GENERAL FUND	Teacher, Secondary (High)	Alternative	NaN	NaN	NaN	NaN	NON-PROJECT	NaN	PROFESSIONAL-INSTRUCTIONAL	54.166	GENERAL HIGH SCHOOL EDUCATION	NaN	REGULAR INSTRUCTION
5	Facilities & Maintenance	O&M	School Reported	School	Unspecified	Custodian	Benefits	NO_LABEL	PreK-12 Operating	CONTRA BENEFITS	NaN	GENERAL FUND	Custodian - PT - Jobs	NaN	NaN	NaN	NaN	NaN	NON-PROJECT	NaN	UNDESIGNATED	-8.150	EMPLOYEE BENEFITS	NaN	EMPLOYEE BENEFITS
6	Instructional Materials & Supplies	Instruction	School Reported	School	Special Education	Non-Position	Supplies/Materials	NO_LABEL	PreK-12 Operating	EDUCATIONAL	SPECIAL EDUCATION INSTRUCTION	LOCAL	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	SUPPLIES AND MATERIALS	2000.050	SPECIAL EDUCATION LOCAL	LOCAL FUND	NaN
7	Food Services	O&M	School on Central Budgets	Non-School	Unspecified	Coordinator/Manager	Benefits	NO_LABEL	PreK-12 Operating	EMPLOYEE BENEFITS	NaN	GENERAL FUND	Sub Manager, Food Service	NaN	NaN	NaN	DISTRICT WIDE ORGANIZATION UNI	NaN	NON-PROJECT	NaN	UNDESIGNATED	0.720	UNDESIGNATED	NaN	UNDESIGNATED
8	Teacher Compensation	Instruction	School Reported	School	Unspecified	Teacher	Benefits	NO_LABEL	PreK-12 Operating	EMPLOYEE BENEFITS	NaN	GENERAL FUND	Teacher, Elementary	Regular	NaN	NaN	NaN	NaN	ELA S - TEACHING SPANISH ONLY	NaN	PROFESSIONAL-INSTRUCTIONAL	228.250	GENERAL ELEMENTARY EDUCATION	NaN	REGULAR INSTRUCTION
9	Substitute Compensation	Instruction	School Reported	School	Unspecified	Substitute	Benefits	NO_LABEL	PreK-12 Operating	EMPLOYEE BENEFITS	TEACHER SUBS	GENERAL FUND	Teacher,Retrd Shrt Term Sub	Regular	NaN	NaN	NaN	NaN	UNALLOC BUDGETS/SCHOOLS	NaN	PROFESSIONAL-INSTRUCTIONAL	69.560	GENERAL ELEMENTARY EDUCATION	NaN	REGULAR INSTRUCTION

Last rows

	function	use	sharing	reporting	student_type	position_type	object_type	pre_k	operating_status	object_description	text_2	subfund_description	job_title_description	text_3	text_4	sub_object_description	location_description	fte	function_description	facility_or_department	position_extra	total	program_description	fund_description	text_1
400267	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	Non-Operating	ADDITIONAL/EXTRA DUTY PAY/STIP	NaN	BOND	Secondary Spec Ed Para	Turnaround	NaN	NaN	NaN	NaN	NS GOB	NaN	PARAPROFESSIONAL	157.654000	GENERAL MIDDLE/JUNIOR HIGH SCH	NaN	REGULAR INSTRUCTION
400268	Substitute Compensation	Instruction	School Reported	School	Unspecified	Substitute	Substitute Compensation	Non PreK	PreK-12 Operating	Personal Services - Substitute Teachers Certified	NaN	NaN	NaN	NaN	Regular Instruction	NaN	NaN	0.00000	NaN	NaN	SUBSTITUTE TEACHER	141.939900	Instruction - Regular	General Purpose School	NaN
400269	Food Services	O&M	Shared Services	School	Unspecified	Other	Base Salary/Compensation	Non PreK	PreK-12 Operating	Salaries Or Wages For Support Personnel	NaN	Child Nutrition	CAFETERIA EMPLOYEE, FOOD SERV.	NaN	Undistributed	Salaries Or Wages For Support Personnel	School	0.09000	Food Services (Child Nutrition Fund Only)	Child Nutrition	REG FOOD SERVICE WORKER	2293.931767	Undistributed	National School Breakfast And Lunch Program	REGULAR PAY
400270	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	NO_LABEL	Non-Operating	Other Awards and Prizes	NaN	Support Services - Instructional Staff	NaN	NaN	NaN	Awards And Prizes *	NaN	NaN	Other Improvements Of Instruction Services *	NaN	NaN	-390.710000	NaN	Miscellaneous State Grants	SCHOOL IMPROV INCENTIVES
400271	Teacher Compensation	Instruction	School on Central Budgets	Non-School	Unspecified	Teacher	Other Compensation/Stipend	NO_LABEL	PreK-12 Operating	ADDITIONAL/EXTRA DUTY PAY/STIP	MATH/SCIENCE	FEDERAL GDPG FUND - FY	Teacher, Elementary	NaN	NaN	NaN	MATH / SCIENCE	NaN	TITLE II-PART A-TEACHER QUALIT	NaN	PROFESSIONAL-INSTRUCTIONAL	283.988640	INSTRUCTIONAL STAFF TRAINING	NaN	INSTRUCTIONAL STAFF
400272	Professional Development	ISPD	Shared Services	Non-School	Unspecified	Instructional Coach	Other Compensation/Stipend	NO_LABEL	PreK-12 Operating	WORKSHOP PARTICIPANT	NaN	NaN	CURRICULUM RESOURCE TEACHER	NaN	NaN	NaN	STAFF DEV AND INSTR MEDIA	NaN	INST STAFF TRAINING SVCS	NaN	NaN	48.620000	NaN	GENERAL FUND	STAFF DEV AND INSTR MEDIA
400273	Substitute Compensation	Instruction	School Reported	School	Unspecified	Substitute	Base Salary/Compensation	NO_LABEL	PreK-12 Operating	SALARIES OF PART TIME EMPLOYEE	NaN	FEDERAL GDPG FUND - FY	Teacher,Retrd Shrt Term Sub	Regular	NaN	NaN	NaN	0.00431	TITLE II,D	NaN	PROFESSIONAL-INSTRUCTIONAL	128.824985	INSTRUCTIONAL STAFF TRAINING	NaN	INSTRUCTIONAL STAFF
400274	Parent & Community Relations	NO_LABEL	School Reported	School	NO_LABEL	Other	NO_LABEL	NO_LABEL	PreK-12 Operating	NaN	NaN	NaN	School Liaison	NaN	NaN	NaN	NaN	1.00000	NaN	NaN	PARENT/TITLE I	4902.290000	Misc	Schoolwide Schools	NaN
400275	Library & Media	Instruction	School on Central Budgets	Non-School	Unspecified	Librarian	Benefits	NO_LABEL	PreK-12 Operating	EMPLOYEE BENEFITS	EDUCATIONAL RESOURCE SERVICES	LEVY OVERRIDE	Library Technician II	NaN	NaN	NaN	ED RESOURCE SERVICES	NaN	NON-PROJECT	NaN	OFFICE/ADMINISTRATIVE SUPPORT	4020.290000	MEDIA SUPPORT SERVICES	NaN	INSTRUCTIONAL STAFF
400276	Substitute Compensation	Instruction	School Reported	School	Poverty	Substitute	Substitute Compensation	Non PreK	PreK-12 Operating	Salaries And Wages For Substitute Professionals	NaN	"Title Part A Improving Basic Programs"	TEACHER SUBSTITUTE POOL	NaN	Multilingual Dist Prof Development	Inservice Substitute Teachers Grant Funded	School	NaN	Instruction	Instruction And Curriculum	CERTIFIED SUBSTITUTE	46.530000	Accelerated Education	"Title Part A Improving Basic Programs"	MISCELLANEOUS

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Connector Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category